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Existing end-to-end Multi-Object Tracking (e2e-MOT) methods have not surpassed non-end-to-end tracking-by-detection methods.
The hungarian method for the assignment problem
H. W. Kuhn · 1955
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An introduction to the kalman filter
G. Welch, G. Bishop, et al · 1995
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Centertrack: An ip overlay network for tracking dos floods
R. Stone et al · 2000
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A survey on motion prediction and risk assessment for intelligent vehicles
S. Lefèvre, D. Vasquez, and C. Laugier · 2014
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Fully-convolutional siamese networks for object tracking
L. Bertinetto, J. Valmadre, J. F. Henriques, A. Vedaldi, and P. H. Torr · 2016
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Simple online and realtime tracking
A. Bewley, Z. Ge, L. Ott, F. Ramos, and B. Upcroft · 2016
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Mot16: A benchmark for multi-object tracking
A. Milan, L. Leal-Taixé, I. Reid, S. Roth, and K. Schindler · 2016
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You only look once: Unified, real-time object detection
J. Redmon, S. Divvala, R. Girshick, and A. Farhadi · 2016
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Person re-identification: Past, present and future
L. Zheng, Y. Yang, and A. G. Hauptmann · 2016
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Simple online and realtime tracking with a deep association metric
N. Wojke, A. Bewley, and D. Paulus · 2017
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Harmonious attention network for person re-identification
W. Li, X. Zhu, and S. Gong · 2018
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Crowdhuman: A benchmark for detecting human in a crowd
S. Shao, Z. Zhao, B. Li, T. Xiao, G. Yu, X. Zhang, and J. Sun · 2018
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Tracking without bells and whistles
P. Bergmann, T. Meinhardt, and L. Leal-Taixe · 2019
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End-to-end object detection with transformers
N. Carion, F. Massa, G. Synnaeve, N. Usunier, A. Kirillov, and S. Zagoruyko · 2020
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Transtrack: Multiple object tracking with transformer
P. Sun, J. Cao, Y. Jiang, R. Zhang, E. Xie, Z. Yuan, C. Wang, and P. Luo · 2020
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Efficientdet: Scalable and efficient object detection
M. Tan, R. Pang, and Q. V. Le · 2020
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Towards real-time multi-object tracking
Z. Wang, L. Zheng, Y. Liu, Y. Li, and S. Wang · 2020
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Bdd100k: A diverse driving dataset for heterogeneous multitask learning
F. Yu, H. Chen, X. Wang, W. Xian, Y. Chen, F. Liu, V. Madhavan, and T. Darrell · 2020
Cited alongside, same era.
Deformable detr: Deformable transformers for end-to-end object detection
X. Zhu, W. Su, L. Lu, B. Li, X. Wang, and J. Dai · 2020
Cited alongside, same era.
Yolox: Exceeding yolo series in 2021
Z. Ge, S. Liu, F. Wang, Z. Li, and J. Sun · 2021
Cited alongside, same era.
Hota: A higher order metric for evaluating multi-object tracking
J. Luiten, A. Osep, P. Dendorfer, P. Torr, A. Geiger, L. Leal-Taixé, and B. Leibe · 2021
Cited alongside, same era.
Quasi-dense similarity learning for multiple object tracking
J. Pang, L. Qiu, X. Li, H. Chen, Q. Li, T. Darrell, and F. Yu · 2021
Cited alongside, same era.
Dab-detr: Dynamic anchor boxes are better queries for detr
S. Liu, F. Li, H. Zhang, X. Yang, X. Qi, H. Su, J. Zhu, and L. Zhang · 2022
Later among the works it cites.
Trackformer: Multi-object tracking with transformers
T. Meinhardt, A. Kirillov, L. Leal-Taixe, and C. Feichtenhofer · 2022
Later among the works it cites.
Modelling ambiguous assignments for multi-person tracking in crowds
D. Stadler and J. Beyerer · 2022
Later among the works it cites.
Dancetrack: Multi-object tracking in uniform appearance and diverse motion
P. Sun, J. Cao, Y. Jiang, Z. Yuan, S. Bai, K. Kitani, and P. Luo · 2022
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Towards grand unification of object tracking
B. Yan, Y. Jiang, P. Sun, D. Wang, Z. Yuan, P. Luo, and H. Lu · 2022
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Motr: End-to-end multiple-object tracking with transformer
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Multiple object tracking with correlation learning
Q. Wang, Y. Zheng, P. Pan, and Y. Xu · 2021
Cited alongside, same era.
A general recurrent tracking framework without real data
S. Wang, H. Sheng, Y. Zhang, Y. Wu, and Z. Xiong · 2021
Cited alongside, same era.
Track to detect and segment: An online multi-object tracker
J. Wu, J. Cao, L. Song, Y. Wang, M. Yang, and J. Yuan · 2021
Cited alongside, same era.
Fairmot: On the fairness of detection and re-identification in multiple object tracking
Y. Zhang, C. Wang, X. Wang, W. Zeng, and W. Liu · 2021
Cited alongside, same era.
Bot-sort: Robust associations multi-pedestrian tracking
N. Aharon, R. Orfaig, and B.-Z. Bobrovsky · 2022
Cited alongside, same era.
Memot: multi-object tracking with memory
J. Cai, M. Xu, W. Li, Y. Xiong, W. Xia, Z. Tu, and S. Soatto · 2022
Cited alongside, same era.
Observation-centric sort: Rethinking sort for robust multi-object tracking
J. Cao, X. Weng, R. Khirodkar, J. Pang, and K. Kitani · 2022
Cited alongside, same era.
F. Zeng, B. Dong, Y. Zhang, T. Wang, X. Zhang, and Y. Wei · 2022
Later among the works it cites.
Dino: Detr with improved denoising anchor boxes for end-to-end object detection
H. Zhang, F. Li, S. Liu, L. Zhang, H. Su, J. Zhu, L. M. Ni, and H.-Y. Shum · 2022
Later among the works it cites.
Bytetrack: Multi-object tracking by associating every detection box
Y. Zhang, P. Sun, Y. Jiang, D. Yu, F. Weng, Z. Yuan, P. Luo, W. Liu, and X. Wang · 2022
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Motrv2: Bootstrapping end-to-end multi-object tracking by pretrained object detectors
Y. Zhang, T. Wang, and X. Zhang · 2022
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Tracking objects as pixel-wise distributions
Z. Zhao, Z. Wu, Y. Zhuang, B. Li, and J. Jia · 2022
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Global tracking transformers
X. Zhou, T. Yin, V. Koltun, and P. Krähenbühl · 2022
Later among the works it cites.
Detrs with collaborative hybrid assignments training
Z. Zong, G. Song, and Y. Liu · 2022
Later among the works it cites.
Detrs with collaborative hybrid assignments training. arxiv 2022
Z. Zong, G. Song, and Y. Liu · 2022
Later among the works it cites.
Strongsort: Make deepsort great again
Y. Du, Z. Zhao, Y. Song, Y. Zhao, F. Su, T. Gong, and H. Meng · 2023
Closest in time.
Deep oc-sort: Multi-pedestrian tracking by adaptive re-identification
G. Maggiolino, A. Ahmad, J. Cao, and K. Kitani · 2023
Closest in time.
Object detection in 20 years: A survey
Z. Zou, K. Chen, Z. Shi, Y. Guo, and J. Ye · 2023
Closest in time.